
!pip install raceplotly
from raceplotly.plots import barplot

Requirement already satisfied: raceplotly in c:\users\user\anaconda3\lib\site-packages (0.1.6)
Requirement already satisfied: numpy in c:\users\user\anaconda3\lib\site-packages (from raceplotly) (1.20.1)
Requirement already satisfied: pandas in c:\users\user\anaconda3\lib\site-packages (from raceplotly) (1.2.4)
Requirement already satisfied: plotly in c:\users\user\anaconda3\lib\site-packages (from raceplotly) (5.4.0)
Requirement already satisfied: python-dateutil>=2.7.3 in c:\users\user\anaconda3\lib\site-packages (from pandas->raceplotly) (2.8.1)
Requirement already satisfied: pytz>=2017.3 in c:\users\user\anaconda3\lib\site-packages (from pandas->raceplotly) (2021.1)
Requirement already satisfied: six>=1.5 in c:\users\user\anaconda3\lib\site-packages (from python-dateutil>=2.7.3->pandas->raceplotly) (1.15.0)
Requirement already satisfied: tenacity>=6.2.0 in c:\users\user\anaconda3\lib\site-packages (from plotly->raceplotly) (8.0.1)


import seaborn as sns
import matplotlib.pyplot as plt
%matplotlib inline


#from google.colab import files
  
  
#uploaded = files.upload()


import io
import pandas as pd
import numpy as np
  
#df = pd.read_csv(io.BytesIO(uploaded['vaccinations.csv']))
df=pd.read_csv('C:/Users/user/Downloads/covid-19-data-master/covid-19-data-master/public/data/vaccinations/vaccinations.csv')
print(df)

          location iso_code        date  total_vaccinations  \
0      Afghanistan      AFG  2021-02-22                 0.0   
1      Afghanistan      AFG  2021-02-23                 NaN   
2      Afghanistan      AFG  2021-02-24                 NaN   
3      Afghanistan      AFG  2021-02-25                 NaN   
4      Afghanistan      AFG  2021-02-26                 NaN   
...            ...      ...         ...                 ...   
64324     Zimbabwe      ZWE  2021-11-22           6433842.0   
64325     Zimbabwe      ZWE  2021-11-23           6454719.0   
64326     Zimbabwe      ZWE  2021-11-24           6486873.0   
64327     Zimbabwe      ZWE  2021-11-25           6513046.0   
64328     Zimbabwe      ZWE  2021-11-26           6544331.0   

       people_vaccinated  people_fully_vaccinated  total_boosters  \
0                    0.0                      NaN             NaN   
1                    NaN                      NaN             NaN   
2                    NaN                      NaN             NaN   
3                    NaN                      NaN             NaN   
4                    NaN                      NaN             NaN   
...                  ...                      ...             ...   
64324          3681490.0                2752352.0             NaN   
64325          3697233.0                2757486.0             NaN   
64326          3719630.0                2767243.0             NaN   
64327          3738317.0                2774729.0             NaN   
64328          3757352.0                2786979.0             NaN   

       daily_vaccinations_raw  daily_vaccinations  \
0                         NaN                 NaN   
1                         NaN              1367.0   
2                         NaN              1367.0   
3                         NaN              1367.0   
4                         NaN              1367.0   
...                       ...                 ...   
64324                 14138.0             34791.0   
64325                 20877.0             32371.0   
64326                 32154.0             31085.0   
64327                 26173.0             28945.0   
64328                 31285.0             25976.0   

       total_vaccinations_per_hundred  people_vaccinated_per_hundred  \
0                                0.00                           0.00   
1                                 NaN                            NaN   
2                                 NaN                            NaN   
3                                 NaN                            NaN   
4                                 NaN                            NaN   
...                               ...                            ...   
64324                           42.63                          24.39   
64325                           42.77                          24.50   
64326                           42.98                          24.65   
64327                           43.16                          24.77   
64328                           43.36                          24.90   

       people_fully_vaccinated_per_hundred  total_boosters_per_hundred  \
0                                      NaN                         NaN   
1                                      NaN                         NaN   
2                                      NaN                         NaN   
3                                      NaN                         NaN   
4                                      NaN                         NaN   
...                                    ...                         ...   
64324                                18.24                         NaN   
64325                                18.27                         NaN   
64326                                18.34                         NaN   
64327                                18.39                         NaN   
64328                                18.47                         NaN   

       daily_vaccinations_per_million  daily_people_vaccinated  \
0                                 NaN                      NaN   
1                                34.0                   1367.0   
2                                34.0                   1367.0   
3                                34.0                   1367.0   
4                                34.0                   1367.0   
...                               ...                      ...   
64324                          2305.0                  28183.0   
64325                          2145.0                  26013.0   
64326                          2060.0                  24347.0   
64327                          1918.0                  22152.0   
64328                          1721.0                  18876.0   

       daily_people_vaccinated_per_hundred  
0                                      NaN  
1                                    0.003  
2                                    0.003  
3                                    0.003  
4                                    0.003  
...                                    ...  
64324                                0.187  
64325                                0.172  
64326                                0.161  
64327                                0.147  
64328                                0.125  

[64329 rows x 16 columns]


df.isnull().sum()

location                                   0
iso_code                                   0
date                                       0
total_vaccinations                     28016
people_vaccinated                      29592
people_fully_vaccinated                32553
total_boosters                         56483
daily_vaccinations_raw                 33968
daily_vaccinations                       345
total_vaccinations_per_hundred         28016
people_vaccinated_per_hundred          29592
people_fully_vaccinated_per_hundred    32553
total_boosters_per_hundred             56483
daily_vaccinations_per_million           345
daily_people_vaccinated                 1538
daily_people_vaccinated_per_hundred     1538
dtype: int64


df.isnull()


fig, ax = plt.subplots(figsize  = (10, 10))
sns.heatmap(df.corr(), cmap = 'BuPu', cbar = True, linewidth = 0.5, annot = True, ax = ax)
plt.show()


df.drop(columns=['people_vaccinated','daily_vaccinations_per_million','people_vaccinated_per_hundred',],inplace=True)


my_raceplot = barplot(df,  item_column='location', value_column='daily_vaccinations', time_column='date')
my_raceplot.plot(title='Daily Vaccinations', item_label = 'Country', value_label = 'Daily Vaccination number',
                 time_label = 'Date: ', frame_duration = 600)

	location	iso_code	date	total_vaccinations	people_vaccinated	people_fully_vaccinated	total_boosters	daily_vaccinations_raw	daily_vaccinations	total_vaccinations_per_hundred	people_vaccinated_per_hundred	people_fully_vaccinated_per_hundred	total_boosters_per_hundred	daily_vaccinations_per_million	daily_people_vaccinated	daily_people_vaccinated_per_hundred
0	False	False	False	False	False	True	True	True	True	False	False	True	True	True	True	True
1	False	False	False	True	True	True	True	True	False	True	True	True	True	False	False	False
2	False	False	False	True	True	True	True	True	False	True	True	True	True	False	False	False
3	False	False	False	True	True	True	True	True	False	True	True	True	True	False	False	False
4	False	False	False	True	True	True	True	True	False	True	True	True	True	False	False	False
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
64324	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False
64325	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False
64326	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False
64327	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False
64328	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False